{"id":"W2964973181","doi":"10.1161/circheartfailure.118.005754","title":"Perceived Generational, Geographic, and Sex-Based Differences in Choosing a Career in Advanced Heart Failure","year":2019,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ted Rogers Centre for Heart Research; University Health Network","funders":"Division of Graduate Education","keywords":"Excellence; Library science; Medicine; Gerontology; Family medicine; Sociology; Political science; Law; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005618037,0.0001202856,0.000238305,0.0002762653,0.000233146,0.0001263224,0.0001229733,0.000164477,0.0003332648],"category_scores_gemma":[0.00007896819,0.0001286606,0.0000505387,0.0004706037,0.0001603649,0.0003610603,0.00002323324,0.0002162975,0.00001827253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009078514,"about_ca_system_score_gemma":0.0001458683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001491638,"about_ca_topic_score_gemma":0.006944359,"domain_scores_codex":[0.998372,0.0002156024,0.000193097,0.0003322573,0.000607489,0.0002795444],"domain_scores_gemma":[0.9995026,0.0001234001,0.00003996022,0.000137608,0.00009056526,0.0001058471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005553864,0.00002402689,0.9923826,0.00001931905,0.000003433563,0.000001328813,0.003522232,0.001328669,0.001699099,0.000435676,0.0003801204,0.000197951],"study_design_scores_gemma":[0.0009495578,0.00002889858,0.9630301,0.0001212337,0.000006728436,9.272196e-7,0.01289289,0.001643728,0.00001758168,0.0002123619,0.02091186,0.0001841068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864309,0.0001513134,0.00003073768,0.01248341,0.0001798312,0.0004555927,0.00000471545,0.00003813253,0.0002253732],"genre_scores_gemma":[0.9980189,0.000008058015,0.0008339307,0.0008869037,0.00009938746,0.00001525907,0.00003358055,0.00000703876,0.00009689734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02935247,"threshold_uncertainty_score":0.5246629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136207598358758,"score_gpt":0.2557044856440605,"score_spread":0.2343424096604729,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}